{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "#
\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"\\n\"+\n",
" \"\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"| \n", " | reward | \n", "channels | \n", "difficulty | \n", "duration | \n", "offer_type | \n", "id | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "10 | \n", "[email, mobile, social] | \n", "10 | \n", "7 | \n", "bogo | \n", "ae264e3637204a6fb9bb56bc8210ddfd | \n", "
| 1 | \n", "10 | \n", "[web, email, mobile, social] | \n", "10 | \n", "5 | \n", "bogo | \n", "4d5c57ea9a6940dd891ad53e9dbe8da0 | \n", "
| 2 | \n", "0 | \n", "[web, email, mobile] | \n", "0 | \n", "4 | \n", "informational | \n", "3f207df678b143eea3cee63160fa8bed | \n", "
| 3 | \n", "5 | \n", "[web, email, mobile] | \n", "5 | \n", "7 | \n", "bogo | \n", "9b98b8c7a33c4b65b9aebfe6a799e6d9 | \n", "
| 4 | \n", "5 | \n", "[web, email] | \n", "20 | \n", "10 | \n", "discount | \n", "0b1e1539f2cc45b7b9fa7c272da2e1d7 | \n", "
| \n", " | reward | \n", "difficulty | \n", "duration | \n", "
|---|---|---|---|
| count | \n", "10.000000 | \n", "10.000000 | \n", "10.000000 | \n", "
| mean | \n", "4.200000 | \n", "7.700000 | \n", "6.500000 | \n", "
| std | \n", "3.583915 | \n", "5.831905 | \n", "2.321398 | \n", "
| min | \n", "0.000000 | \n", "0.000000 | \n", "3.000000 | \n", "
| 25% | \n", "2.000000 | \n", "5.000000 | \n", "5.000000 | \n", "
| 50% | \n", "4.000000 | \n", "8.500000 | \n", "7.000000 | \n", "
| 75% | \n", "5.000000 | \n", "10.000000 | \n", "7.000000 | \n", "
| max | \n", "10.000000 | \n", "20.000000 | \n", "10.000000 | \n", "
| \n", " | reward | \n", "difficulty | \n", "duration | \n", "offer_type | \n", "id | \n", "is_mobile | \n", "is_web | \n", "is_email | \n", "is_social | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "10 | \n", "10 | \n", "7 | \n", "bogo | \n", "ae264e3637204a6fb9bb56bc8210ddfd | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
| 1 | \n", "10 | \n", "10 | \n", "5 | \n", "bogo | \n", "4d5c57ea9a6940dd891ad53e9dbe8da0 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
| 2 | \n", "0 | \n", "0 | \n", "4 | \n", "informational | \n", "3f207df678b143eea3cee63160fa8bed | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "
| 3 | \n", "5 | \n", "5 | \n", "7 | \n", "bogo | \n", "9b98b8c7a33c4b65b9aebfe6a799e6d9 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "
| 4 | \n", "5 | \n", "20 | \n", "10 | \n", "discount | \n", "0b1e1539f2cc45b7b9fa7c272da2e1d7 | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "
| 5 | \n", "3 | \n", "7 | \n", "7 | \n", "discount | \n", "2298d6c36e964ae4a3e7e9706d1fb8c2 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
| 6 | \n", "2 | \n", "10 | \n", "10 | \n", "discount | \n", "fafdcd668e3743c1bb461111dcafc2a4 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
| 7 | \n", "0 | \n", "0 | \n", "3 | \n", "informational | \n", "5a8bc65990b245e5a138643cd4eb9837 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "
| 8 | \n", "5 | \n", "5 | \n", "5 | \n", "bogo | \n", "f19421c1d4aa40978ebb69ca19b0e20d | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
| 9 | \n", "2 | \n", "10 | \n", "7 | \n", "discount | \n", "2906b810c7d4411798c6938adc9daaa5 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "
| \n", " | reward | \n", "difficulty | \n", "duration | \n", "id | \n", "is_mobile | \n", "is_web | \n", "is_email | \n", "is_social | \n", "bogo | \n", "discount | \n", "informational | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "10 | \n", "10 | \n", "7 | \n", "ae264e3637204a6fb9bb56bc8210ddfd | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 1 | \n", "10 | \n", "10 | \n", "5 | \n", "4d5c57ea9a6940dd891ad53e9dbe8da0 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 2 | \n", "0 | \n", "0 | \n", "4 | \n", "3f207df678b143eea3cee63160fa8bed | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
| 3 | \n", "5 | \n", "5 | \n", "7 | \n", "9b98b8c7a33c4b65b9aebfe6a799e6d9 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 4 | \n", "5 | \n", "20 | \n", "10 | \n", "0b1e1539f2cc45b7b9fa7c272da2e1d7 | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "
| \n", " | id | \n", "difficulty | \n", "reward | \n", "duration | \n", "is_mobile | \n", "is_web | \n", "is_social | \n", "is_email | \n", "bogo | \n", "discount | \n", "informational | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "ae264e3637204a6fb9bb56bc8210ddfd | \n", "10 | \n", "10 | \n", "7 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 1 | \n", "4d5c57ea9a6940dd891ad53e9dbe8da0 | \n", "10 | \n", "10 | \n", "5 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 2 | \n", "3f207df678b143eea3cee63160fa8bed | \n", "0 | \n", "0 | \n", "4 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "
| 3 | \n", "9b98b8c7a33c4b65b9aebfe6a799e6d9 | \n", "5 | \n", "5 | \n", "7 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 4 | \n", "0b1e1539f2cc45b7b9fa7c272da2e1d7 | \n", "20 | \n", "5 | \n", "10 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
| 5 | \n", "2298d6c36e964ae4a3e7e9706d1fb8c2 | \n", "7 | \n", "3 | \n", "7 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
| 6 | \n", "fafdcd668e3743c1bb461111dcafc2a4 | \n", "10 | \n", "2 | \n", "10 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
| 7 | \n", "5a8bc65990b245e5a138643cd4eb9837 | \n", "0 | \n", "0 | \n", "3 | \n", "1 | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "
| 8 | \n", "f19421c1d4aa40978ebb69ca19b0e20d | \n", "5 | \n", "5 | \n", "5 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 9 | \n", "2906b810c7d4411798c6938adc9daaa5 | \n", "10 | \n", "2 | \n", "7 | \n", "1 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "1 | \n", "0 | \n", "
| \n", " | gender | \n", "age | \n", "id | \n", "became_member_on | \n", "income | \n", "
|---|---|---|---|---|---|
| 0 | \n", "None | \n", "118 | \n", "68be06ca386d4c31939f3a4f0e3dd783 | \n", "20170212 | \n", "NaN | \n", "
| 1 | \n", "F | \n", "55 | \n", "0610b486422d4921ae7d2bf64640c50b | \n", "20170715 | \n", "112000.0 | \n", "
| 2 | \n", "None | \n", "118 | \n", "38fe809add3b4fcf9315a9694bb96ff5 | \n", "20180712 | \n", "NaN | \n", "
| 3 | \n", "F | \n", "75 | \n", "78afa995795e4d85b5d9ceeca43f5fef | \n", "20170509 | \n", "100000.0 | \n", "
| 4 | \n", "None | \n", "118 | \n", "a03223e636434f42ac4c3df47e8bac43 | \n", "20170804 | \n", "NaN | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 16995 | \n", "F | \n", "45 | \n", "6d5f3a774f3d4714ab0c092238f3a1d7 | \n", "20180604 | \n", "54000.0 | \n", "
| 16996 | \n", "M | \n", "61 | \n", "2cb4f97358b841b9a9773a7aa05a9d77 | \n", "20180713 | \n", "72000.0 | \n", "
| 16997 | \n", "M | \n", "49 | \n", "01d26f638c274aa0b965d24cefe3183f | \n", "20170126 | \n", "73000.0 | \n", "
| 16998 | \n", "F | \n", "83 | \n", "9dc1421481194dcd9400aec7c9ae6366 | \n", "20160307 | \n", "50000.0 | \n", "
| 16999 | \n", "F | \n", "62 | \n", "e4052622e5ba45a8b96b59aba68cf068 | \n", "20170722 | \n", "82000.0 | \n", "
17000 rows × 5 columns
\n", "| \n", " | age | \n", "became_member_on | \n", "income | \n", "
|---|---|---|---|
| count | \n", "17000.000000 | \n", "1.700000e+04 | \n", "14825.000000 | \n", "
| mean | \n", "62.531412 | \n", "2.016703e+07 | \n", "65404.991568 | \n", "
| std | \n", "26.738580 | \n", "1.167750e+04 | \n", "21598.299410 | \n", "
| min | \n", "18.000000 | \n", "2.013073e+07 | \n", "30000.000000 | \n", "
| 25% | \n", "45.000000 | \n", "2.016053e+07 | \n", "49000.000000 | \n", "
| 50% | \n", "58.000000 | \n", "2.017080e+07 | \n", "64000.000000 | \n", "
| 75% | \n", "73.000000 | \n", "2.017123e+07 | \n", "80000.000000 | \n", "
| max | \n", "118.000000 | \n", "2.018073e+07 | \n", "120000.000000 | \n", "
| \n", " | gender | \n", "age | \n", "id | \n", "became_member_on | \n", "income | \n", "
|---|---|---|---|---|---|
| 0 | \n", "None | \n", "118 | \n", "68be06ca386d4c31939f3a4f0e3dd783 | \n", "20170212 | \n", "NaN | \n", "
| 2 | \n", "None | \n", "118 | \n", "38fe809add3b4fcf9315a9694bb96ff5 | \n", "20180712 | \n", "NaN | \n", "
| 4 | \n", "None | \n", "118 | \n", "a03223e636434f42ac4c3df47e8bac43 | \n", "20170804 | \n", "NaN | \n", "
| 6 | \n", "None | \n", "118 | \n", "8ec6ce2a7e7949b1bf142def7d0e0586 | \n", "20170925 | \n", "NaN | \n", "
| 7 | \n", "None | \n", "118 | \n", "68617ca6246f4fbc85e91a2a49552598 | \n", "20171002 | \n", "NaN | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 16980 | \n", "None | \n", "118 | \n", "5c686d09ca4d475a8f750f2ba07e0440 | \n", "20160901 | \n", "NaN | \n", "
| 16982 | \n", "None | \n", "118 | \n", "d9ca82f550ac4ee58b6299cf1e5c824a | \n", "20160415 | \n", "NaN | \n", "
| 16989 | \n", "None | \n", "118 | \n", "ca45ee1883624304bac1e4c8a114f045 | \n", "20180305 | \n", "NaN | \n", "
| 16991 | \n", "None | \n", "118 | \n", "a9a20fa8b5504360beb4e7c8712f8306 | \n", "20160116 | \n", "NaN | \n", "
| 16994 | \n", "None | \n", "118 | \n", "c02b10e8752c4d8e9b73f918558531f7 | \n", "20151211 | \n", "NaN | \n", "
2175 rows × 5 columns
\n", "| \n", " | gender | \n", "age | \n", "id | \n", "became_member_on | \n", "income | \n", "
|---|---|---|---|---|---|
| 0 | \n", "None | \n", "118 | \n", "68be06ca386d4c31939f3a4f0e3dd783 | \n", "2017-02-12 | \n", "NaN | \n", "
| 1 | \n", "F | \n", "55 | \n", "0610b486422d4921ae7d2bf64640c50b | \n", "2017-07-15 | \n", "112000.0 | \n", "
| 2 | \n", "None | \n", "118 | \n", "38fe809add3b4fcf9315a9694bb96ff5 | \n", "2018-07-12 | \n", "NaN | \n", "
| 3 | \n", "F | \n", "75 | \n", "78afa995795e4d85b5d9ceeca43f5fef | \n", "2017-05-09 | \n", "100000.0 | \n", "
| 4 | \n", "None | \n", "118 | \n", "a03223e636434f42ac4c3df47e8bac43 | \n", "2017-08-04 | \n", "NaN | \n", "
| \n", " | gender | \n", "age | \n", "id | \n", "became_member_on | \n", "income | \n", "member_since_x_days | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "None | \n", "118 | \n", "68be06ca386d4c31939f3a4f0e3dd783 | \n", "2017-02-12 | \n", "NaN | \n", "1165 | \n", "
| 1 | \n", "F | \n", "55 | \n", "0610b486422d4921ae7d2bf64640c50b | \n", "2017-07-15 | \n", "112000.0 | \n", "1012 | \n", "
| \n", " | person | \n", "event | \n", "value | \n", "time | \n", "
|---|---|---|---|---|
| 0 | \n", "78afa995795e4d85b5d9ceeca43f5fef | \n", "offer received | \n", "{'offer id': '9b98b8c7a33c4b65b9aebfe6a799e6d9'} | \n", "0 | \n", "
| 1 | \n", "a03223e636434f42ac4c3df47e8bac43 | \n", "offer received | \n", "{'offer id': '0b1e1539f2cc45b7b9fa7c272da2e1d7'} | \n", "0 | \n", "
| 2 | \n", "e2127556f4f64592b11af22de27a7932 | \n", "offer received | \n", "{'offer id': '2906b810c7d4411798c6938adc9daaa5'} | \n", "0 | \n", "
| 3 | \n", "8ec6ce2a7e7949b1bf142def7d0e0586 | \n", "offer received | \n", "{'offer id': 'fafdcd668e3743c1bb461111dcafc2a4'} | \n", "0 | \n", "
| 4 | \n", "68617ca6246f4fbc85e91a2a49552598 | \n", "offer received | \n", "{'offer id': '4d5c57ea9a6940dd891ad53e9dbe8da0'} | \n", "0 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 306529 | \n", "b3a1272bc9904337b331bf348c3e8c17 | \n", "transaction | \n", "{'amount': 1.5899999999999999} | \n", "714 | \n", "
| 306530 | \n", "68213b08d99a4ae1b0dcb72aebd9aa35 | \n", "transaction | \n", "{'amount': 9.53} | \n", "714 | \n", "
| 306531 | \n", "a00058cf10334a308c68e7631c529907 | \n", "transaction | \n", "{'amount': 3.61} | \n", "714 | \n", "
| 306532 | \n", "76ddbd6576844afe811f1a3c0fbb5bec | \n", "transaction | \n", "{'amount': 3.5300000000000002} | \n", "714 | \n", "
| 306533 | \n", "c02b10e8752c4d8e9b73f918558531f7 | \n", "transaction | \n", "{'amount': 4.05} | \n", "714 | \n", "
306534 rows × 4 columns
\n", "| \n", " | person | \n", "event | \n", "time | \n", "amount | \n", "offer_id | \n", "reward | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "78afa995795e4d85b5d9ceeca43f5fef | \n", "offer received | \n", "0 | \n", "NaN | \n", "9b98b8c7a33c4b65b9aebfe6a799e6d9 | \n", "NaN | \n", "
| 1 | \n", "a03223e636434f42ac4c3df47e8bac43 | \n", "offer received | \n", "0 | \n", "NaN | \n", "0b1e1539f2cc45b7b9fa7c272da2e1d7 | \n", "NaN | \n", "
| \n", " | person | \n", "event | \n", "time | \n", "amount | \n", "offer_id | \n", "reward_x | \n", "gender | \n", "age | \n", "became_member_on | \n", "income | \n", "... | \n", "difficulty | \n", "reward_y | \n", "duration | \n", "is_mobile | \n", "is_web | \n", "is_social | \n", "is_email | \n", "bogo | \n", "discount | \n", "informational | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "78afa995795e4d85b5d9ceeca43f5fef | \n", "offer received | \n", "0 | \n", "NaN | \n", "9b98b8c7a33c4b65b9aebfe6a799e6d9 | \n", "NaN | \n", "F | \n", "75 | \n", "2017-05-09 | \n", "100000.0 | \n", "... | \n", "5.0 | \n", "5.0 | \n", "7.0 | \n", "1.0 | \n", "1.0 | \n", "0.0 | \n", "1.0 | \n", "1.0 | \n", "0.0 | \n", "0.0 | \n", "
| 1 | \n", "a03223e636434f42ac4c3df47e8bac43 | \n", "offer received | \n", "0 | \n", "NaN | \n", "0b1e1539f2cc45b7b9fa7c272da2e1d7 | \n", "NaN | \n", "None | \n", "118 | \n", "2017-08-04 | \n", "NaN | \n", "... | \n", "20.0 | \n", "5.0 | \n", "10.0 | \n", "0.0 | \n", "1.0 | \n", "0.0 | \n", "1.0 | \n", "0.0 | \n", "1.0 | \n", "0.0 | \n", "
| 2 | \n", "e2127556f4f64592b11af22de27a7932 | \n", "offer received | \n", "0 | \n", "NaN | \n", "2906b810c7d4411798c6938adc9daaa5 | \n", "NaN | \n", "M | \n", "68 | \n", "2018-04-26 | \n", "70000.0 | \n", "... | \n", "10.0 | \n", "2.0 | \n", "7.0 | \n", "1.0 | \n", "1.0 | \n", "0.0 | \n", "1.0 | \n", "0.0 | \n", "1.0 | \n", "0.0 | \n", "
| 3 | \n", "8ec6ce2a7e7949b1bf142def7d0e0586 | \n", "offer received | \n", "0 | \n", "NaN | \n", "fafdcd668e3743c1bb461111dcafc2a4 | \n", "NaN | \n", "None | \n", "118 | \n", "2017-09-25 | \n", "NaN | \n", "... | \n", "10.0 | \n", "2.0 | \n", "10.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "0.0 | \n", "1.0 | \n", "0.0 | \n", "
| 4 | \n", "68617ca6246f4fbc85e91a2a49552598 | \n", "offer received | \n", "0 | \n", "NaN | \n", "4d5c57ea9a6940dd891ad53e9dbe8da0 | \n", "NaN | \n", "None | \n", "118 | \n", "2017-10-02 | \n", "NaN | \n", "... | \n", "10.0 | \n", "10.0 | \n", "5.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "0.0 | \n", "0.0 | \n", "
5 rows × 21 columns
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30 rows × 21 columns
\n", "| \n", " | person | \n", "event | \n", "time | \n", "offer_id | \n", "amount | \n", "duration | \n", "rewards_t | \n", "rewards_p | \n", "
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| \n", " | person | \n", "event | \n", "time | \n", "offer_id | \n", "amount | \n", "duration | \n", "rewards_t | \n", "rewards_p | \n", "
|---|---|---|---|---|---|---|---|---|
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2 rows × 21 columns
\n", "| \n", " | person | \n", "event | \n", "time | \n", "amount | \n", "offer_id | \n", "rewards_t | \n", "gender | \n", "age | \n", "became_member_on | \n", "income | \n", "... | \n", "rewards_p | \n", "duration | \n", "is_mobile | \n", "is_web | \n", "is_social | \n", "is_email | \n", "bogo | \n", "discount | \n", "informational | \n", "cum_amount | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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15 rows × 22 columns
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|---|---|---|---|---|---|
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16578 rows × 1 columns
\n", "| \n", " | spend | \n", "person | \n", "
|---|---|---|
| 0 | \n", "497.98 | \n", "7eef6a95040a49e2aa8863beb943d381 | \n", "
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16578 rows × 2 columns
\n", "| \n", " | percent_offers_viewed | \n", "
|---|---|
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16578 rows × 1 columns
\n", "| \n", " | percent_offers_viewed | \n", "person | \n", "
|---|---|---|
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16578 rows × 2 columns
\n", "| \n", " | abs_offers_viewed | \n", "
|---|---|
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16578 rows × 1 columns
\n", "| \n", " | abs_offers_viewed | \n", "person | \n", "
|---|---|---|
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16578 rows × 2 columns
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|---|---|
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16578 rows × 1 columns
\n", "| \n", " | percent_offers_completed | \n", "person | \n", "
|---|---|---|
| 0 | \n", "100.0 | \n", "6e014185620b49bd98749f728747572f | \n", "
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16578 rows × 2 columns
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|---|---|---|
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16578 rows × 2 columns
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74396 rows × 21 columns
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74396 rows × 22 columns
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74396 rows × 22 columns
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74396 rows × 20 columns
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74396 rows × 22 columns
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